# Eureka

- **Event:** [Claude Build Day](https://cerebralvalley.ai/e/claude-startups-build-day)
- **When:** Sat, Jun 13 at 9:00 AM – 10:00 PM (PDT)
- **Where:** San Francisco, CA
- **Team:** [Aseem Kumar](https://cerebralvalley.ai/u/aseemk)
- **GitHub:** https://github.com/aseemk-15/eureka
- **Website:** https://ui-aseem-kumars-projects.vercel.app
- **Demo video:** https://youtu.be/_m-JU0D1tOU
- **Gallery:** https://cerebralvalley.ai/e/claude-startups-build-day/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/claude-startups-build-day/hackathon/gallery/14

Eureka is an agentic back office for independent clinicians — it takes on the administrative burden that's killing solo and small practices: prior authorizations, payer paperwork, and claims.

US healthcare spends over $1 trillion a year on administration, and Stanford's HealthAdminBench just showed the best computer-use AI agents complete these real payer-paperwork workflows only 36.3% of the time. Eureka is a multi-agent system that actually does the work: a navigator that keeps a structured case file across a 20+ step, cross-system workflow (EMR → payer portal → back to the chart), and an independent "no-peek" verifier that must approve every task before it's marked done.

Evaluated in Stanford's own HealthAdminBench environments and scored by its own evaluator, Eureka completes 8/12 prior-authorization tasks end-to-end (66.7%) with 97.3% subtask accuracy — roughly double the computer-use state of the art. On the hardest task, the verifier caught a real dosage-calculation error and forced the fix. Paperwork automation only — no medical advice; all data synthetic.

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Markdown version of https://cerebralvalley.ai/e/claude-startups-build-day/hackathon/gallery/14. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt